Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "16"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 16 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 56 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 53 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 16, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459871 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.794629 0.013554 -0.020984 -0.822974 -0.591755 -0.042527 3.075640 2.593967 0.7067 0.6789 0.3784 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.184594 2.704884 0.253935 -0.601619 0.842075 1.973090 3.909175 4.775845 0.7082 0.6762 0.3893 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.694798 0.029567 0.818200 -0.544527 0.525960 0.119873 1.723637 0.030106 0.7178 0.7029 0.3744 nan nan
2459868 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.422411 1.090735 -0.865019 -0.602967 -0.502261 0.329920 3.798340 3.574743 0.7011 0.6767 0.3947 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.809494 1.129737 -0.525076 -0.466888 0.155573 1.347119 1.628355 3.473836 0.7129 0.6778 0.3961 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.661138 1.444650 -0.263098 -0.338447 0.332823 0.943769 1.379890 2.276557 0.7126 0.6816 0.3864 nan nan
2459865 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.456716 1.436148 -1.259163 0.622404 -0.200366 0.697524 1.523594 2.957048 0.7407 0.7082 0.3586 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.542908 1.641913 2.247648 1.668324 0.776595 1.043723 3.602520 7.824933 0.7080 0.6732 0.4097 nan nan
2459863 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.692787 -0.306849 0.974983 0.956137 -0.163247 -0.573591 1.698513 2.190796 0.6992 0.6637 0.4009 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.423183 0.704929 1.982147 1.384340 0.113383 0.708232 0.992936 3.711667 0.6824 0.6913 0.4106 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.200353 -0.440607 0.897828 1.040866 -0.622815 -0.169106 0.789205 2.179860 0.7180 0.6781 0.4094 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.465617 -0.223390 1.253082 0.631237 0.573628 0.301193 0.884227 1.831830 0.7246 0.6752 0.4099 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.081316 -0.676133 0.796343 0.878848 -0.749724 -0.529795 0.586486 1.755309 0.7265 0.6797 0.4077 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.965019 -0.472015 0.903029 0.906812 -0.564630 -0.514551 0.727568 2.805525 0.7378 0.6844 0.4202 1.881635 1.539139
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.491715 -0.858996 0.349332 0.302862 0.276692 0.746496 0.266292 0.105800 0.0250 0.0247 0.0005 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.57% -1.270167 0.642305 0.799817 0.071514 0.536678 0.927209 1.831957 2.025990 0.7291 0.6991 0.4076 1.914500 1.528863
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% -1.332394 1.599553 0.923619 0.157321 0.565512 1.178235 0.620610 1.125406 0.7091 0.7087 0.4389 1.540139 1.365097
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -1.584033 1.751094 0.253747 -0.334832 0.366840 0.998526 0.866720 2.842071 0.7260 0.7384 0.4415 1.766856 1.461146
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.016983 0.348363 0.420435 -0.190888 0.173201 0.464484 0.821602 2.334609 0.7539 0.6889 0.4290 1.844600 1.537672
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 4.86% -1.215155 -0.270533 0.681199 0.289843 -0.685832 0.261936 0.677303 0.725340 0.8364 0.8336 0.2438 2.888955 2.689536
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% -1.183048 -0.157267 0.520520 -0.033526 -0.628900 -0.650734 1.662543 2.363029 0.7774 0.7472 0.3319 1.907223 1.551982
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% -0.938541 0.623896 0.304167 -0.208133 -0.859837 0.483950 1.255379 3.009023 0.7528 0.7508 0.3545 1.780249 1.473226
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -1.543382 0.404163 0.203114 -0.685559 0.179755 0.973825 2.230743 2.560020 0.7521 0.7458 0.3622 1.653710 1.452708
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% -0.945367 0.485743 -0.973455 -1.067534 -1.008136 0.116463 0.524271 1.440540 0.7306 0.7477 0.3807 1.551403 1.427490
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% -1.006954 -0.019275 -0.518975 -0.724536 0.704831 -0.000383 0.770236 1.505952 0.7355 0.6835 0.4343 1.719178 1.507868
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% -0.753744 -0.664870 -0.078324 -0.900401 -0.565960 0.350472 0.979366 0.823748 0.8526 0.6842 0.4894 1.751752 1.491240
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 16.02% 0.00% -1.108130 1.240467 -1.002444 0.095449 0.989761 1.298446 0.568966 -0.053987 0.7510 0.7567 0.3675 1.231042 1.226116
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.904709 -0.480445 -0.917291 0.124699 1.184724 -0.397176 0.050286 -0.617501 0.0245 0.0241 0.0004 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 15.22% 0.00% -0.890046 -0.001971 -1.024649 -1.191913 -0.819698 -0.373506 2.977496 0.111499 0.7570 0.7543 0.3809 1.933493 1.625236
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.075072 -1.110969 0.169800 0.348361 0.308035 0.649416 1.866497 0.429727 0.7623 0.6551 0.2749 1.942841 1.769329
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.110044 0.411262 -0.565121 0.061823 6.852922 1.899204 1.508892 0.784545 0.0247 0.0243 0.0006 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.967483 -0.393088 -0.319456 -0.053811 -0.685003 -0.789584 0.346241 0.010017 0.0233 0.0231 0.0006 nan nan
2459839 digital_ok 0.00% - - - - - -0.592595 1.054790 -0.857324 -0.042784 0.602820 3.445682 0.174703 -0.456042 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.521372 0.699315 -0.402073 -0.953823 -0.498111 -0.325909 0.594692 1.514310 0.7470 0.6784 0.4211 2.109850 1.834640
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0344 0.0347 0.0012 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.917632 -0.754900 0.103326 -0.133086 -0.695494 0.873074 0.540650 -0.317196 0.0294 0.0315 0.0022 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.972361 -1.280085 -0.246997 -1.063764 0.419379 1.180353 2.708424 -0.091008 0.8084 0.5136 0.6046 1.676165 1.430993
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.631051 1.028792 -1.107752 -0.028552 -0.244226 -0.228640 0.224012 -0.254115 0.0293 0.0368 0.0042 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.912744 -1.241812 -0.484865 -1.181647 -0.851417 -0.402518 4.983458 2.144121 0.8031 0.4987 0.5978 4.898170 6.485498
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.478250 0.181846 -0.555954 -0.439591 0.162767 1.134113 5.928143 5.462129 0.7514 0.6397 0.4371 22.035343 12.696388
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.765583 -0.601481 -0.705208 -0.546092 -0.817320 0.147497 5.815147 12.592008 0.8019 0.5269 0.5626 5.170435 5.916994
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.524303 -1.005866 -0.708323 -0.022723 0.036715 0.115181 1.346026 0.354552 0.7595 0.6482 0.4388 0.779297 0.639744
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.440484 -1.038509 -0.529779 -0.358891 -0.304103 0.551256 6.093559 1.150376 0.7983 0.5419 0.5379 10.412854 14.657204
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.309448 -1.280002 -0.020491 -0.994773 8.805618 8.725483 3.698330 2.462638 0.7956 0.5468 0.5385 3.355055 2.308965
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.362613 0.621176 0.085369 -0.942937 4.767340 5.140215 6.539801 7.427482 0.7012 0.6774 0.4145 7.738011 9.775218
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.027864 -0.994688 -0.312208 -0.792135 0.056907 -0.827901 3.600494 0.686723 0.7605 0.6029 0.4980 2.448673 2.551248
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.161230 -0.760581 -0.493300 -0.486329 -0.975565 -1.072507 3.242218 2.107408 0.8020 0.5816 0.5330 1.874493 1.540542
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.435090 -0.430572 -0.558437 -0.329077 -0.224925 -0.055251 1.255055 1.291155 0.7943 0.6011 0.5216 2.247563 1.854114
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.121030 -0.149743 -0.823307 -0.095300 0.323064 2.118267 3.244709 2.542838 0.7779 0.6702 0.4385 2.122770 1.743482
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.243510 -0.415679 -0.535232 -0.592636 -0.127735 -0.471174 1.644526 2.615462 0.8103 0.6562 0.5250 2.238718 1.981082
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.700800 -1.318322 -0.098189 -1.279848 -0.096780 -0.306051 9.570347 7.365016 0.8467 0.5894 0.5968 3.905188 4.589187
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.190125 -1.207350 -0.329792 -1.158658 -1.034274 -1.346651 3.129830 1.394306 0.7966 0.6594 0.5287 2.394434 2.140082
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 16: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 4.775845 -0.184594 2.704884 0.253935 -0.601619 0.842075 1.973090 3.909175 4.775845

Antenna 16: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 1.723637 -0.694798 0.029567 0.818200 -0.544527 0.525960 0.119873 1.723637 0.030106

Antenna 16: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 3.798340 -0.422411 1.090735 -0.865019 -0.602967 -0.502261 0.329920 3.798340 3.574743

Antenna 16: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 3.473836 -0.809494 1.129737 -0.525076 -0.466888 0.155573 1.347119 1.628355 3.473836

Antenna 16: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.276557 1.444650 -0.661138 -0.338447 -0.263098 0.943769 0.332823 2.276557 1.379890

Antenna 16: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.957048 -1.456716 1.436148 -1.259163 0.622404 -0.200366 0.697524 1.523594 2.957048

Antenna 16: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 7.824933 1.641913 -1.542908 1.668324 2.247648 1.043723 0.776595 7.824933 3.602520

Antenna 16: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.190796 -1.692787 -0.306849 0.974983 0.956137 -0.163247 -0.573591 1.698513 2.190796

Antenna 16: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 3.711667 -1.423183 0.704929 1.982147 1.384340 0.113383 0.708232 0.992936 3.711667

Antenna 16: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.179860 -0.440607 -1.200353 1.040866 0.897828 -0.169106 -0.622815 2.179860 0.789205

Antenna 16: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 1.831830 -1.465617 -0.223390 1.253082 0.631237 0.573628 0.301193 0.884227 1.831830

Antenna 16: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 1.755309 -1.081316 -0.676133 0.796343 0.878848 -0.749724 -0.529795 0.586486 1.755309

Antenna 16: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.805525 -0.472015 -0.965019 0.906812 0.903029 -0.514551 -0.564630 2.805525 0.727568

Antenna 16: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Variability 0.746496 -0.858996 -0.491715 0.302862 0.349332 0.746496 0.276692 0.105800 0.266292

Antenna 16: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.025990 -1.270167 0.642305 0.799817 0.071514 0.536678 0.927209 1.831957 2.025990

Antenna 16: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Shape 1.599553 1.599553 -1.332394 0.157321 0.923619 1.178235 0.565512 1.125406 0.620610

Antenna 16: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.842071 1.751094 -1.584033 -0.334832 0.253747 0.998526 0.366840 2.842071 0.866720

Antenna 16: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.334609 0.348363 -1.016983 -0.190888 0.420435 0.464484 0.173201 2.334609 0.821602

Antenna 16: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 0.725340 -1.215155 -0.270533 0.681199 0.289843 -0.685832 0.261936 0.677303 0.725340

Antenna 16: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.363029 -1.183048 -0.157267 0.520520 -0.033526 -0.628900 -0.650734 1.662543 2.363029

Antenna 16: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 3.009023 -0.938541 0.623896 0.304167 -0.208133 -0.859837 0.483950 1.255379 3.009023

Antenna 16: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.560020 -1.543382 0.404163 0.203114 -0.685559 0.179755 0.973825 2.230743 2.560020

Antenna 16: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 1.440540 0.485743 -0.945367 -1.067534 -0.973455 0.116463 -1.008136 1.440540 0.524271

Antenna 16: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 1.505952 -0.019275 -1.006954 -0.724536 -0.518975 -0.000383 0.704831 1.505952 0.770236

Antenna 16: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 0.979366 -0.753744 -0.664870 -0.078324 -0.900401 -0.565960 0.350472 0.979366 0.823748

Antenna 16: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Variability 1.298446 1.240467 -1.108130 0.095449 -1.002444 1.298446 0.989761 -0.053987 0.568966

Antenna 16: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Variability 1.184724 -0.904709 -0.480445 -0.917291 0.124699 1.184724 -0.397176 0.050286 -0.617501

Antenna 16: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 2.977496 -0.001971 -0.890046 -1.191913 -1.024649 -0.373506 -0.819698 0.111499 2.977496

Antenna 16: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 1.866497 -0.075072 -1.110969 0.169800 0.348361 0.308035 0.649416 1.866497 0.429727

Antenna 16: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Variability 6.852922 0.110044 0.411262 -0.565121 0.061823 6.852922 1.899204 1.508892 0.784545

Antenna 16: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 0.346241 -1.967483 -0.393088 -0.319456 -0.053811 -0.685003 -0.789584 0.346241 0.010017

Antenna 16: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Variability 3.445682 1.054790 -0.592595 -0.042784 -0.857324 3.445682 0.602820 -0.456042 0.174703

Antenna 16: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 1.514310 0.699315 -1.521372 -0.953823 -0.402073 -0.325909 -0.498111 1.514310 0.594692

Antenna 16: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 16: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Variability 0.873074 -0.754900 -0.917632 -0.133086 0.103326 0.873074 -0.695494 -0.317196 0.540650

Antenna 16: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 2.708424 -0.972361 -1.280085 -0.246997 -1.063764 0.419379 1.180353 2.708424 -0.091008

Antenna 16: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Shape 1.028792 -0.631051 1.028792 -1.107752 -0.028552 -0.244226 -0.228640 0.224012 -0.254115

Antenna 16: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 4.983458 -0.912744 -1.241812 -0.484865 -1.181647 -0.851417 -0.402518 4.983458 2.144121

Antenna 16: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 5.928143 0.181846 -1.478250 -0.439591 -0.555954 1.134113 0.162767 5.462129 5.928143

Antenna 16: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 12.592008 -0.601481 -0.765583 -0.546092 -0.705208 0.147497 -0.817320 12.592008 5.815147

Antenna 16: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 1.346026 -1.524303 -1.005866 -0.708323 -0.022723 0.036715 0.115181 1.346026 0.354552

Antenna 16: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 6.093559 -1.038509 -0.440484 -0.358891 -0.529779 0.551256 -0.304103 1.150376 6.093559

Antenna 16: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Variability 8.805618 -1.280002 -0.309448 -0.994773 -0.020491 8.725483 8.805618 2.462638 3.698330

Antenna 16: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 7.427482 -1.362613 0.621176 0.085369 -0.942937 4.767340 5.140215 6.539801 7.427482

Antenna 16: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 3.600494 -0.994688 0.027864 -0.792135 -0.312208 -0.827901 0.056907 0.686723 3.600494

Antenna 16: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 3.242218 -0.161230 -0.760581 -0.493300 -0.486329 -0.975565 -1.072507 3.242218 2.107408

Antenna 16: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 1.291155 -0.430572 0.435090 -0.329077 -0.558437 -0.055251 -0.224925 1.291155 1.255055

Antenna 16: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 3.244709 -1.121030 -0.149743 -0.823307 -0.095300 0.323064 2.118267 3.244709 2.542838

Antenna 16: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 2.615462 -0.243510 -0.415679 -0.535232 -0.592636 -0.127735 -0.471174 1.644526 2.615462

Antenna 16: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 9.570347 -1.318322 -0.700800 -1.279848 -0.098189 -0.306051 -0.096780 7.365016 9.570347

Antenna 16: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 3.129830 -1.207350 -0.190125 -1.158658 -0.329792 -1.346651 -1.034274 1.394306 3.129830

Antenna 16: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 16: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: